MLopt Lab @ State University of New York at Albany

Welcome to the Machine Learning and OPTimization Lab (MLopt Lab) at the State University of New York at Albany!

Principal Investigator

  Chong Liu
Assistant Professor of Computer Science, SUNY Albany

PhD in Computer Science, UC Santa Barbara, 2023

Research Interests:
Machine Learning: Bayesian optimization, Bandit algorithms, Quantum machine learning.
AI for Science: Drug discovery, LLM math reasoning, PDE surrogate models.

Lab Members

  Jawad Hossian
PhD Student in Computer Science (since Fall 2025)

Research Interests: LLM math reasoning

First-author paper:
HintMR: Eliciting Stronger Mathematical Reasoning in Small Language Models [ArXiv]

Hobbies: Photography, reading books, traveling
  Yusuke Ozaki
Visiting Undergrad Student in Computer Science (since Fall 2025)

Research Interests: AI for lab automation, Bayesian optimization

First-author paper:
Work under review at UAI-2026

Hobbies: Brazilian Jiu-Jitsu, reading books
  Zakaria Shams Siam
PhD Student in Computer Science (since Fall 2024)

Research Interests: Bandit algorithms, AI for drug discovery

First-author publications:
[2] Multi-objective coverage via constraint active search (AAMAS-2026) [ArXiv]
[1] Quantum non-linear bandit optimization (AAAI-2026) [ArXiv]

Hobbies: Science-fiction novels and films

Sponsors